{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DBSCAN Clustering\n",
    "The [DBSCAN](http://scikit-learn.org/stable/modules/clustering.html#dbscan) algorithm views clusters as areas of high density separated by areas of low density.\n",
    "\n",
    "Due to this rather generic view, clusters found by DBSCAN can be any shape, as opposed to k-means which assumes that clusters are convex shaped.\n",
    "\n",
    "The central component to the DBSCAN is the **concept of core samples, which are samples that are in areas of high density**. A cluster is therefore a set of core samples, each close to each other (measured by some distance measure) and a set of non-core samples that are close to a core sample (but are not themselves core samples).\n",
    "![dbscan](https://3.bp.blogspot.com/-rDYuyg00Z0w/WXA-OQpkAfI/AAAAAAAAI_I/QshfNVNHD_wXJwXEipRIVzDSX5iOEAy2wCEwYBhgL/s1600/DBSCAN_Points.PNG)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Make moon-shaped and doughnut-shaped data¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import cluster, datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_samples = 1500\n",
    "noisy_circles,circle_labels = datasets.make_circles(n_samples=n_samples, factor=.5,\n",
    "                                      noise=.05)\n",
    "noisy_moons,moon_labels = datasets.make_moons(n_samples=n_samples, noise=.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "noisy_moons=np.array(noisy_moons)\n",
    "noisy_circles = np.array(noisy_circles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"Half-moon shaped data\", fontsize=18)\n",
    "plt.grid(True)\n",
    "plt.scatter(noisy_moons[:,0],noisy_moons[:,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"Concentric circles of data points\", fontsize=18)\n",
    "plt.grid(True)\n",
    "plt.scatter(noisy_circles[:,0],noisy_circles[:,1])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Can k-means identify the right clusters?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "km=cluster.KMeans(n_clusters=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=2, n_init=10, n_jobs=1, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km.fit(noisy_moons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"Half-moon shaped data\", fontsize=18)\n",
    "plt.grid(True)\n",
    "plt.scatter(noisy_moons[:,0],noisy_moons[:,1],c=km.labels_)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "KMeans(algorithm='auto', copy_x=True, init='k-means++', max_iter=300,\n",
       "    n_clusters=2, n_init=10, n_jobs=1, precompute_distances='auto',\n",
       "    random_state=None, tol=0.0001, verbose=0)"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "km.fit(noisy_circles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"Concentric circles of data points\", fontsize=18)\n",
    "plt.grid(True)\n",
    "plt.scatter(noisy_circles[:,0],noisy_circles[:,1],c=km.labels_)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How does DBSCAN perform?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "dbs = cluster.DBSCAN(eps=0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DBSCAN(algorithm='auto', eps=0.1, leaf_size=30, metric='euclidean',\n",
       "    metric_params=None, min_samples=5, n_jobs=1, p=None)"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbs.fit(noisy_moons)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"Half-moon shaped data\", fontsize=18)\n",
    "plt.grid(True)\n",
    "plt.scatter(noisy_moons[:,0],noisy_moons[:,1],c=dbs.labels_)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DBSCAN(algorithm='auto', eps=0.1, leaf_size=30, metric='euclidean',\n",
       "    metric_params=None, min_samples=5, n_jobs=1, p=None)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dbs.fit(noisy_circles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "plt.title(\"Concentric circles of data points\", fontsize=18)\n",
    "plt.grid(True)\n",
    "plt.scatter(noisy_circles[:,0],noisy_circles[:,1],c=dbs.labels_)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
